A Dark Factory is not a metaphor. It is an operating model: continuous agent execution under human architectural oversight, with defined inputs and measurable outputs.
Start here
- Pick one bounded workflow with clear success metrics
- Run a 1-3 day discovery to confirm feasibility
- Quote fixed scope and milestone payments
- Ship to production in 2-6 weeks
- Transfer full IP and documentation
Pilot first. Prove value on a single workflow before expanding the factory floor.
What makes a good first workflow
The best first workflows are repetitive in execution but variable in input. Content pipelines, report generation, system integrations, and data normalization tasks all fit this profile. The workflow should have a clear pass/fail criterion so you can measure success before you commit to more. Avoid choosing a workflow that requires ongoing creative judgment as the primary output. The factory is strongest where execution is the bottleneck, not ideation.
The ownership question
Every Dark Factory engagement ends with a transfer: source code, documentation, architecture diagrams, and a working knowledge handoff. The goal is technical sovereignty for the client, not dependency on the builder. This is why fixed-scope, milestone-based pricing matters. It aligns incentives. The factory has no reason to stretch a project when payment is tied to delivery, not hours. That alignment is what separates a Dark Factory from conventional outsourced development.